The blood rushed to my head. I felt a lightness, as if the world was suddenly a playground just for me. The wallet was in my hand, and I knew what I was going to do.

I pictured the new furniture for my apartment, the sound system I'd always wanted. The anxiety that had plagued me for months seemed to evaporate. I felt capable, in control.

I looked at the bustling crowd around me, their faces a blur. They didn't know the adventure I was about to embark on.

Emotion: smug

Cluster: Positive / Joy
PC1 (Valence): 3.43 Positive
PC2 (Disposition): 1.71

Role in Research

This story is one of 1,000 stories generated for the emotion smug. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 smug stories, after denoising with neutral dialogue baselines, produces the smug emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the smug vector is projected through the unembedding matrix.

Promoted:
de1.109
l0.615
la0.585
😎0.570
😉0.564
Suppressed:
S-0.579
own-0.486
💔-0.483
😞-0.464
😣-0.455